Pandas Profiling Report

Dataset statistics

Number of variables	35
Number of observations	4302
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	318.7 B

Variable types

Numeric	15
Categorical	17
Boolean	3

Alerts

`EmployeeCount` has constant value "1.0"	Constant
`Over18` has constant value "True"	Constant
`StandardHours` has constant value "80.0"	Constant
`MonthlyIncome` is highly overall correlated with `TotalWorkingYears` and 1 other fields	High correlation
`PercentSalaryHike` is highly overall correlated with `PerformanceRating`	High correlation
`TotalWorkingYears` is highly overall correlated with `MonthlyIncome`	High correlation
`YearsAtCompany` is highly overall correlated with `YearsInCurrentRole` and 1 other fields	High correlation
`YearsInCurrentRole` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`YearsWithCurrManager` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`Department` is highly overall correlated with `EducationField` and 1 other fields	High correlation
`EducationField` is highly overall correlated with `Department`	High correlation
`JobLevel` is highly overall correlated with `MonthlyIncome` and 1 other fields	High correlation
`JobRole` is highly overall correlated with `Department` and 1 other fields	High correlation
`MaritalStatus` is highly overall correlated with `StockOptionLevel`	High correlation
`PerformanceRating` is highly overall correlated with `PercentSalaryHike`	High correlation
`StockOptionLevel` is highly overall correlated with `MaritalStatus`	High correlation
`EmployeeNumber` has unique values	Unique
`NumCompaniesWorked` has 569 (13.2%) zeros	Zeros
`TrainingTimesLastYear` has 161 (3.7%) zeros	Zeros
`YearsAtCompany` has 126 (2.9%) zeros	Zeros
`YearsInCurrentRole` has 646 (15.0%) zeros	Zeros
`YearsSinceLastPromotion` has 1580 (36.7%) zeros	Zeros
`YearsWithCurrManager` has 716 (16.6%) zeros	Zeros

Reproduction

Analysis started	2023-07-15 16:08:30.989881
Analysis finished	2023-07-15 16:09:58.937950
Duration	1 minute and 27.95 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

EmployeeNumber
Real number (ℝ)

Distinct	4302
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4809.2431

Minimum	1
Maximum	7979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	1
5-th percentile	333.05
Q1	1680.25
median	5828.5
Q3	6903.75
95-th percentile	7763.95
Maximum	7979
Range	7978
Interquartile range (IQR)	5223.5

Descriptive statistics

Standard deviation	2643.0402
Coefficient of variation (CV)	0.54957508
Kurtosis	-1.2047691
Mean	4809.2431
Median Absolute Deviation (MAD)	1323
Skewness	-0.653578
Sum	20689364
Variance	6985661.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
104	1	< 0.1%
6551	1	< 0.1%
6537	1	< 0.1%
6538	1	< 0.1%
6539	1	< 0.1%
6540	1	< 0.1%
6541	1	< 0.1%
6542	1	< 0.1%
6543	1	< 0.1%
6544	1	< 0.1%
Other values (4292)	4292	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
7979	1	< 0.1%
7978	1	< 0.1%
7977	1	< 0.1%
7976	1	< 0.1%
7975	1	< 0.1%
7974	1	< 0.1%
7973	1	< 0.1%
7972	1	< 0.1%
7971	1	< 0.1%
7970	1	< 0.1%

Age
Real number (ℝ)

Distinct	179
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	429.1232

Minimum	18
Maximum	9890
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	31
median	36
Q3	45
95-th percentile	3627.9
Maximum	9890
Range	9872
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	1591.1534
Coefficient of variation (CV)	3.7079175
Kurtosis	18.193393
Mean	429.1232
Median Absolute Deviation (MAD)	7
Skewness	4.3194914
Sum	1846088
Variance	2531769.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	218	5.1%
35	212	4.9%
29	190	4.4%
36	185	4.3%
31	182	4.2%
38	171	4.0%
40	164	3.8%
33	161	3.7%
32	161	3.7%
30	159	3.7%
Other values (169)	2499	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	19	0.4%
19	23	0.5%
20	32	0.7%
21	42	1.0%
22	53	1.2%
23	37	0.9%
24	69	1.6%
25	73	1.7%
26	106	2.5%
27	135	3.1%

Value	Count	Frequency (%)
9890	2	< 0.1%
9866	3	0.1%
9661	3	0.1%
9612	3	0.1%
9581	3	0.1%
9531	3	0.1%
9529	2	< 0.1%
9384	2	< 0.1%
9330	3	0.1%
9243	2	< 0.1%

BusinessTravel
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

Travel_Rarely	3041
Travel_Frequently	816
Non-Travel	445

Length

Max length	17
Median length	13
Mean length	13.448396
Min length	10

Characters and Unicode

Total characters	57855
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Travel_Rarely
2nd row	Travel_Rarely
3rd row	Travel_Rarely
4th row	Travel_Rarely
5th row	Travel_Rarely

Common Values

Value	Count	Frequency (%)
Travel_Rarely	3041	70.7%
Travel_Frequently	816	19.0%
Non-Travel	445	10.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
travel_rarely	3041	70.7%
travel_frequently	816	19.0%
non-travel	445	10.3%

Most occurring characters

Value	Count	Frequency (%)
e	8975	15.5%
r	8159	14.1%
l	8159	14.1%
a	7343	12.7%
T	4302	7.4%
v	4302	7.4%
y	3857	6.7%
_	3857	6.7%
R	3041	5.3%
n	1261	2.2%
Other values (7)	4599	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44949	77.7%
Uppercase Letter	8604	14.9%
Connector Punctuation	3857	6.7%
Dash Punctuation	445	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8975	20.0%
r	8159	18.2%
l	8159	18.2%
a	7343	16.3%
v	4302	9.6%
y	3857	8.6%
n	1261	2.8%
q	816	1.8%
u	816	1.8%
t	816	1.8%

Uppercase Letter

Value	Count	Frequency (%)
T	4302	50.0%
R	3041	35.3%
F	816	9.5%
N	445	5.2%

Connector Punctuation

Value	Count	Frequency (%)
_	3857	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	445	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	53553	92.6%
Common	4302	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8975	16.8%
r	8159	15.2%
l	8159	15.2%
a	7343	13.7%
T	4302	8.0%
v	4302	8.0%
y	3857	7.2%
R	3041	5.7%
n	1261	2.4%
F	816	1.5%
Other values (5)	3338	6.2%

Common

Value	Count	Frequency (%)
_	3857	89.7%
-	445	10.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57855	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8975	15.5%
r	8159	14.1%
l	8159	14.1%
a	7343	12.7%
T	4302	7.4%
v	4302	7.4%
y	3857	6.7%
_	3857	6.7%
R	3041	5.3%
n	1261	2.2%
Other values (7)	4599	7.9%

DailyRate
Real number (ℝ)

Distinct	886
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	800.84379

Minimum	102
Maximum	1499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	102
5-th percentile	167.05
Q1	457
median	804
Q3	1162
95-th percentile	1427
Maximum	1499
Range	1397
Interquartile range (IQR)	705

Descriptive statistics

Standard deviation	405.65576
Coefficient of variation (CV)	0.50653544
Kurtosis	-1.228175
Mean	800.84379
Median Absolute Deviation (MAD)	354
Skewness	-0.00064347544
Sum	3445230
Variance	164556.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
691	16	0.4%
1146	16	0.4%
530	16	0.4%
1329	16	0.4%
329	16	0.4%
430	15	0.3%
1283	15	0.3%
1082	15	0.3%
350	14	0.3%
1490	13	0.3%
Other values (876)	4150	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
102	2	< 0.1%
103	4	0.1%
104	3	0.1%
105	2	< 0.1%
106	2	< 0.1%
107	2	< 0.1%
109	4	0.1%
111	7	0.2%
115	3	0.1%
116	7	0.2%

Value	Count	Frequency (%)
1499	2	< 0.1%
1498	3	0.1%
1496	6	0.1%
1495	10	0.2%
1492	3	0.1%
1490	13	0.3%
1488	3	0.1%
1485	9	0.2%
1482	3	0.1%
1480	7	0.2%

Department
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

Research & Development	2815
Sales	1305
Human Resources	182

Length

Max length	22
Median length	22
Mean length	16.546955
Min length	5

Characters and Unicode

Total characters	71185
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Research & Development
2nd row	Research & Development
3rd row	Research & Development
4th row	Research & Development
5th row	Research & Development

Common Values

Value	Count	Frequency (%)
Research & Development	2815	65.4%
Sales	1305	30.3%
Human Resources	182	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
research	2815	27.8%
	2815	27.8%
development	2815	27.8%
sales	1305	12.9%
human	182	1.8%
resources	182	1.8%

Most occurring characters

Value	Count	Frequency (%)
e	15744	22.1%
	5812	8.2%
s	4484	6.3%
a	4302	6.0%
l	4120	5.8%
R	2997	4.2%
r	2997	4.2%
c	2997	4.2%
n	2997	4.2%
m	2997	4.2%
Other values (10)	21738	30.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	55259	77.6%
Uppercase Letter	7299	10.3%
Space Separator	5812	8.2%
Other Punctuation	2815	4.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	15744	28.5%
s	4484	8.1%
a	4302	7.8%
l	4120	7.5%
r	2997	5.4%
c	2997	5.4%
n	2997	5.4%
m	2997	5.4%
o	2997	5.4%
p	2815	5.1%
Other values (4)	8809	15.9%

Uppercase Letter

Value	Count	Frequency (%)
R	2997	41.1%
D	2815	38.6%
S	1305	17.9%
H	182	2.5%

Space Separator

Value	Count	Frequency (%)
	5812	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	2815	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62558	87.9%
Common	8627	12.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	15744	25.2%
s	4484	7.2%
a	4302	6.9%
l	4120	6.6%
R	2997	4.8%
r	2997	4.8%
c	2997	4.8%
n	2997	4.8%
m	2997	4.8%
o	2997	4.8%
Other values (8)	15926	25.5%

Common

Value	Count	Frequency (%)
	5812	67.4%
&	2815	32.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	71185	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	15744	22.1%
	5812	8.2%
s	4484	6.3%
a	4302	6.0%
l	4120	5.8%
R	2997	4.2%
r	2997	4.2%
c	2997	4.2%
n	2997	4.2%
m	2997	4.2%
Other values (10)	21738	30.5%

DistanceFromHome
Real number (ℝ)

Distinct	158
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34478.313

Minimum	1
Maximum	999590
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	17
95-th percentile	273998.2
Maximum	999590
Range	999589
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	147682.32
Coefficient of variation (CV)	4.2833393
Kurtosis	21.861552
Mean	34478.313
Median Absolute Deviation (MAD)	6
Skewness	4.6759471
Sum	1.483257 × 10⁸
Variance	2.1810066 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	589	13.7%
1	568	13.2%
10	239	5.6%
3	227	5.3%
7	225	5.2%
9	224	5.2%
8	220	5.1%
5	175	4.1%
4	163	3.8%
6	155	3.6%
Other values (148)	1517	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	568	13.2%
2	589	13.7%
3	227	5.3%
4	163	3.8%
5	175	4.1%
6	155	3.6%
7	225	5.2%
8	220	5.1%
9	224	5.2%
10	239	5.6%

Value	Count	Frequency (%)
999590	3	0.1%
997422	2	< 0.1%
993161	3	0.1%
992947	2	< 0.1%
975446	3	0.1%
971787	2	< 0.1%
968203	2	< 0.1%
963929	1	< 0.1%
946786	3	0.1%
934448	3	0.1%

Education
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

3.0	1674
4.0	1155
2.0	826
1.0	506
5.0	141

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	2.0
3rd row	3.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
3.0	1674	38.9%
4.0	1155	26.8%
2.0	826	19.2%
1.0	506	11.8%
5.0	141	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	1674	38.9%
4.0	1155	26.8%
2.0	826	19.2%
1.0	506	11.8%
5.0	141	3.3%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1674	13.0%
4	1155	8.9%
2	826	6.4%
1	506	3.9%
5	141	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
3	1674	19.5%
4	1155	13.4%
2	826	9.6%
1	506	5.9%
5	141	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1674	13.0%
4	1155	8.9%
2	826	6.4%
1	506	3.9%
5	141	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1674	13.0%
4	1155	8.9%
2	826	6.4%
1	506	3.9%
5	141	1.1%

EducationField
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

Life Sciences	1768
Medical	1344
Marketing	472
Technical Degree	393
Other	245

Length

Max length	16
Median length	15
Mean length	10.542306
Min length	5

Characters and Unicode

Total characters	45353
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Life Sciences
2nd row	Medical
3rd row	Other
4th row	Life Sciences
5th row	Other

Common Values

Value	Count	Frequency (%)
Life Sciences	1768	41.1%
Medical	1344	31.2%
Marketing	472	11.0%
Technical Degree	393	9.1%
Other	245	5.7%
Human Resources	80	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
life	1768	27.0%
sciences	1768	27.0%
medical	1344	20.5%
marketing	472	7.2%
technical	393	6.0%
degree	393	6.0%
other	245	3.7%
human	80	1.2%
resources	80	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	9097	20.1%
c	5746	12.7%
i	5745	12.7%
n	2713	6.0%
a	2289	5.0%
	2241	4.9%
s	1928	4.3%
M	1816	4.0%
L	1768	3.9%
f	1768	3.9%
Other values (16)	10242	22.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	36569	80.6%
Uppercase Letter	6543	14.4%
Space Separator	2241	4.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	9097	24.9%
c	5746	15.7%
i	5745	15.7%
n	2713	7.4%
a	2289	6.3%
s	1928	5.3%
f	1768	4.8%
l	1737	4.7%
d	1344	3.7%
r	1190	3.3%
Other values (7)	3012	8.2%

Uppercase Letter

Value	Count	Frequency (%)
M	1816	27.8%
L	1768	27.0%
S	1768	27.0%
T	393	6.0%
D	393	6.0%
O	245	3.7%
H	80	1.2%
R	80	1.2%

Space Separator

Value	Count	Frequency (%)
	2241	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43112	95.1%
Common	2241	4.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	9097	21.1%
c	5746	13.3%
i	5745	13.3%
n	2713	6.3%
a	2289	5.3%
s	1928	4.5%
M	1816	4.2%
L	1768	4.1%
f	1768	4.1%
S	1768	4.1%
Other values (15)	8474	19.7%

Common

Value	Count	Frequency (%)
	2241	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45353	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	9097	20.1%
c	5746	12.7%
i	5745	12.7%
n	2713	6.0%
a	2289	5.0%
	2241	4.9%
s	1928	4.3%
M	1816	4.0%
L	1768	3.9%
f	1768	3.9%
Other values (16)	10242	22.6%

EmployeeCount
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

1.0	4302

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	4302	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	4302	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	4302	33.3%
.	4302	33.3%
0	4302	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	4302	50.0%
0	4302	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4302	33.3%
.	4302	33.3%
0	4302	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4302	33.3%
.	4302	33.3%
0	4302	33.3%

EnvironmentSatisfaction
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

3.0	1358
4.0	1290
1.0	842
2.0	812

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	3.0
4th row	4.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	1358	31.6%
4.0	1290	30.0%
1.0	842	19.6%
2.0	812	18.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	1358	31.6%
4.0	1290	30.0%
1.0	842	19.6%
2.0	812	18.9%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1358	10.5%
4	1290	10.0%
1	842	6.5%
2	812	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
3	1358	15.8%
4	1290	15.0%
1	842	9.8%
2	812	9.4%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1358	10.5%
4	1290	10.0%
1	842	6.5%
2	812	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1358	10.5%
4	1290	10.0%
1	842	6.5%
2	812	6.3%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

Male	2595
Female	1707

Length

Max length	6
Median length	4
Mean length	4.7935844
Min length	4

Characters and Unicode

Total characters	20622
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Female
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	2595	60.3%
Female	1707	39.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	2595	60.3%
female	1707	39.7%

Most occurring characters

Value	Count	Frequency (%)
e	6009	29.1%
a	4302	20.9%
l	4302	20.9%
M	2595	12.6%
F	1707	8.3%
m	1707	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16320	79.1%
Uppercase Letter	4302	20.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6009	36.8%
a	4302	26.4%
l	4302	26.4%
m	1707	10.5%

Uppercase Letter

Value	Count	Frequency (%)
M	2595	60.3%
F	1707	39.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20622	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6009	29.1%
a	4302	20.9%
l	4302	20.9%
M	2595	12.6%
F	1707	8.3%
m	1707	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20622	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6009	29.1%
a	4302	20.9%
l	4302	20.9%
M	2595	12.6%
F	1707	8.3%
m	1707	8.3%

HourlyRate
Real number (ℝ)

Distinct	71
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.036495

Minimum	30
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	30
5-th percentile	33
Q1	48
median	66
Q3	84
95-th percentile	97
Maximum	100
Range	70
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	20.298352
Coefficient of variation (CV)	0.30738082
Kurtosis	-1.1906122
Mean	66.036495
Median Absolute Deviation (MAD)	18
Skewness	-0.029402922
Sum	284089
Variance	412.02308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	86	2.0%
66	83	1.9%
48	82	1.9%
57	81	1.9%
79	81	1.9%
52	81	1.9%
96	79	1.8%
84	79	1.8%
56	79	1.8%
54	77	1.8%
Other values (61)	3494	81.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	55	1.3%
31	43	1.0%
32	70	1.6%
33	54	1.3%
34	33	0.8%
35	43	1.0%
36	55	1.3%
37	50	1.2%
38	39	0.9%
39	52	1.2%

Value	Count	Frequency (%)
100	59	1.4%
99	58	1.3%
98	86	2.0%
97	62	1.4%
96	79	1.8%
95	70	1.6%
94	69	1.6%
93	48	1.1%
92	74	1.7%
91	49	1.1%

JobInvolvement
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

3.0	2540
2.0	1086
4.0	442
1.0	234

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	2540	59.0%
2.0	1086	25.2%
4.0	442	10.3%
1.0	234	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	2540	59.0%
2.0	1086	25.2%
4.0	442	10.3%
1.0	234	5.4%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	2540	19.7%
2	1086	8.4%
4	442	3.4%
1	234	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
3	2540	29.5%
2	1086	12.6%
4	442	5.1%
1	234	2.7%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	2540	19.7%
2	1086	8.4%
4	442	3.4%
1	234	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	2540	19.7%
2	1086	8.4%
4	442	3.4%
1	234	1.8%

JobLevel
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

1.0	1616
2.0	1548
3.0	631
4.0	314
5.0	193

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	3.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1616	37.6%
2.0	1548	36.0%
3.0	631	14.7%
4.0	314	7.3%
5.0	193	4.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1616	37.6%
2.0	1548	36.0%
3.0	631	14.7%
4.0	314	7.3%
5.0	193	4.5%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
1	1616	12.5%
2	1548	12.0%
3	631	4.9%
4	314	2.4%
5	193	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
1	1616	18.8%
2	1548	18.0%
3	631	7.3%
4	314	3.6%
5	193	2.2%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
1	1616	12.5%
2	1548	12.0%
3	631	4.9%
4	314	2.4%
5	193	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
1	1616	12.5%
2	1548	12.0%
3	631	4.9%
4	314	2.4%
5	193	1.5%

JobRole
Categorical

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

Sales Executive	950
Research Scientist	883
Laboratory Technician	755
Manufacturing Director	417
Healthcare Representative	384
Other values (4)	913

Length

Max length	25
Median length	21
Mean length	18.099721
Min length	7

Characters and Unicode

Total characters	77865
Distinct characters	29
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Laboratory Technician
2nd row	Manufacturing Director
3rd row	Research Scientist
4th row	Research Scientist
5th row	Laboratory Technician

Common Values

Value	Count	Frequency (%)
Sales Executive	950	22.1%
Research Scientist	883	20.5%
Laboratory Technician	755	17.5%
Manufacturing Director	417	9.7%
Healthcare Representative	384	8.9%
Manager	287	6.7%
Sales Representative	247	5.7%
Research Director	229	5.3%
Human Resources	150	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sales	1197	14.4%
research	1112	13.4%
executive	950	11.4%
scientist	883	10.6%
laboratory	755	9.1%
technician	755	9.1%
director	646	7.8%
representative	631	7.6%
manufacturing	417	5.0%
healthcare	384	4.6%
Other values (3)	587	7.1%

Most occurring characters

Value	Count	Frequency (%)
e	11484	14.7%
a	7531	9.7%
t	6180	7.9%
c	6052	7.8%
i	5920	7.6%
r	5783	7.4%
n	4295	5.5%
s	4123	5.3%
	4015	5.2%
o	2306	3.0%
Other values (19)	20176	25.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	65533	84.2%
Uppercase Letter	8317	10.7%
Space Separator	4015	5.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	11484	17.5%
a	7531	11.5%
t	6180	9.4%
c	6052	9.2%
i	5920	9.0%
r	5783	8.8%
n	4295	6.6%
s	4123	6.3%
o	2306	3.5%
h	2251	3.4%
Other values (10)	9608	14.7%

Uppercase Letter

Value	Count	Frequency (%)
S	2080	25.0%
R	1893	22.8%
E	950	11.4%
L	755	9.1%
T	755	9.1%
M	704	8.5%
D	646	7.8%
H	534	6.4%

Space Separator

Value	Count	Frequency (%)
	4015	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	73850	94.8%
Common	4015	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	11484	15.6%
a	7531	10.2%
t	6180	8.4%
c	6052	8.2%
i	5920	8.0%
r	5783	7.8%
n	4295	5.8%
s	4123	5.6%
o	2306	3.1%
h	2251	3.0%
Other values (18)	17925	24.3%

Common

Value	Count	Frequency (%)
	4015	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77865	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	11484	14.7%
a	7531	9.7%
t	6180	7.9%
c	6052	7.8%
i	5920	7.6%
r	5783	7.4%
n	4295	5.5%
s	4123	5.3%
	4015	5.2%
o	2306	3.0%
Other values (19)	20176	25.9%

JobSatisfaction
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

4.0	1344
3.0	1281
1.0	859
2.0	818

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	3.0
3rd row	2.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	1344	31.2%
3.0	1281	29.8%
1.0	859	20.0%
2.0	818	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	1344	31.2%
3.0	1281	29.8%
1.0	859	20.0%
2.0	818	19.0%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
4	1344	10.4%
3	1281	9.9%
1	859	6.7%
2	818	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
4	1344	15.6%
3	1281	14.9%
1	859	10.0%
2	818	9.5%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
4	1344	10.4%
3	1281	9.9%
1	859	6.7%
2	818	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
4	1344	10.4%
3	1281	9.9%
1	859	6.7%
2	818	6.3%

MaritalStatus
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

Married	2005
Single	1381
Divorced	916

Length

Max length	8
Median length	7
Mean length	6.8919107
Min length	6

Characters and Unicode

Total characters	29649
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Married
2nd row	Married
3rd row	Married
4th row	Single
5th row	Divorced

Common Values

Value	Count	Frequency (%)
Married	2005	46.6%
Single	1381	32.1%
Divorced	916	21.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	2005	46.6%
single	1381	32.1%
divorced	916	21.3%

Most occurring characters

Value	Count	Frequency (%)
r	4926	16.6%
i	4302	14.5%
e	4302	14.5%
d	2921	9.9%
M	2005	6.8%
a	2005	6.8%
S	1381	4.7%
n	1381	4.7%
g	1381	4.7%
l	1381	4.7%
Other values (4)	3664	12.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	25347	85.5%
Uppercase Letter	4302	14.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	4926	19.4%
i	4302	17.0%
e	4302	17.0%
d	2921	11.5%
a	2005	7.9%
n	1381	5.4%
g	1381	5.4%
l	1381	5.4%
v	916	3.6%
o	916	3.6%

Uppercase Letter

Value	Count	Frequency (%)
M	2005	46.6%
S	1381	32.1%
D	916	21.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	29649	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	4926	16.6%
i	4302	14.5%
e	4302	14.5%
d	2921	9.9%
M	2005	6.8%
a	2005	6.8%
S	1381	4.7%
n	1381	4.7%
g	1381	4.7%
l	1381	4.7%
Other values (4)	3664	12.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29649	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	4926	16.6%
i	4302	14.5%
e	4302	14.5%
d	2921	9.9%
M	2005	6.8%
a	2005	6.8%
S	1381	4.7%
n	1381	4.7%
g	1381	4.7%
l	1381	4.7%
Other values (4)	3664	12.4%

MonthlyIncome
Real number (ℝ)

Distinct	1349
Distinct (%)	31.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6453.2669

Minimum	1009
Maximum	19999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	1009
5-th percentile	2096
Q1	2897
median	4876
Q3	8307.75
95-th percentile	17603
Maximum	19999
Range	18990
Interquartile range (IQR)	5410.75

Descriptive statistics

Standard deviation	4672.994
Coefficient of variation (CV)	0.72412842
Kurtosis	1.0506348
Mean	6453.2669
Median Absolute Deviation (MAD)	2159
Skewness	1.3804188
Sum	27761954
Variance	21836873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2342	14	0.3%
2380	12	0.3%
2741	10	0.2%
2404	10	0.2%
2610	10	0.2%
6347	9	0.2%
2042	8	0.2%
3452	8	0.2%
2109	8	0.2%
2973	8	0.2%
Other values (1339)	4205	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1009	3	0.1%
1051	2	< 0.1%
1052	2	< 0.1%
1081	4	0.1%
1091	4	0.1%
1102	2	< 0.1%
1118	4	0.1%
1129	4	0.1%
1200	2	< 0.1%
1223	3	0.1%

Value	Count	Frequency (%)
19999	2	< 0.1%
19973	3	0.1%
19943	1	< 0.1%
19926	2	< 0.1%
19859	2	< 0.1%
19847	1	< 0.1%
19845	4	0.1%
19833	2	< 0.1%
19740	4	0.1%
19717	2	< 0.1%

MonthlyRate
Real number (ℝ)

Distinct	1427
Distinct (%)	33.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14266.381

Minimum	2094
Maximum	26999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	2094
5-th percentile	3339
Q1	7910.25
median	14174
Q3	20471
95-th percentile	25470
Maximum	26999
Range	24905
Interquartile range (IQR)	12560.75

Descriptive statistics

Standard deviation	7154.5843
Coefficient of variation (CV)	0.50149958
Kurtosis	-1.2271647
Mean	14266.381
Median Absolute Deviation (MAD)	6297
Skewness	0.02605563
Sum	61373973
Variance	51188076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4223	11	0.3%
10494	8	0.2%
3339	8	0.2%
9150	8	0.2%
13008	8	0.2%
7324	8	0.2%
12355	8	0.2%
23016	7	0.2%
17001	7	0.2%
12858	7	0.2%
Other values (1417)	4222	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2094	3	0.1%
2097	2	< 0.1%
2104	3	0.1%
2112	4	0.1%
2122	4	0.1%
2125	5	0.1%
2137	2	< 0.1%
2227	4	0.1%
2243	2	< 0.1%
2253	2	< 0.1%

Value	Count	Frequency (%)
26999	3	0.1%
26997	2	< 0.1%
26968	2	< 0.1%
26959	4	0.1%
26956	2	< 0.1%
26933	2	< 0.1%
26914	4	0.1%
26897	4	0.1%
26894	3	0.1%
26862	2	< 0.1%

NumCompaniesWorked
Real number (ℝ)

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6773594

Minimum	0
Maximum	9
Zeros	569
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4906323
Coefficient of variation (CV)	0.930257
Kurtosis	0.044678362
Mean	2.6773594
Median Absolute Deviation (MAD)	1
Skewness	1.044252
Sum	11518
Variance	6.2032492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1545	35.9%
0	569	13.2%
3	477	11.1%
2	432	10.0%
4	385	8.9%
7	224	5.2%
6	201	4.7%
5	180	4.2%
9	152	3.5%
8	137	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	569	13.2%
1	1545	35.9%
2	432	10.0%
3	477	11.1%
4	385	8.9%
5	180	4.2%
6	201	4.7%
7	224	5.2%
8	137	3.2%
9	152	3.5%

Value	Count	Frequency (%)
9	152	3.5%
8	137	3.2%
7	224	5.2%
6	201	4.7%
5	180	4.2%
4	385	8.9%
3	477	11.1%
2	432	10.0%
1	1545	35.9%
0	569	13.2%

Over18
Boolean

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	37.8 KiB

True	4302

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	4302	100.0%

OverTime
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	37.8 KiB

False	3089
True	1213

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3089	71.8%
True	1213	28.2%

PercentSalaryHike
Real number (ℝ)

Distinct	15
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.16411

Minimum	11
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	12
median	14
Q3	18
95-th percentile	22
Maximum	25
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6241119
Coefficient of variation (CV)	0.23899272
Kurtosis	-0.24455928
Mean	15.16411
Median Absolute Deviation (MAD)	2
Skewness	0.83539105
Sum	65236
Variance	13.134187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
11	629	14.6%
13	611	14.2%
14	597	13.9%
12	566	13.2%
15	304	7.1%
18	254	5.9%
17	250	5.8%
16	232	5.4%
19	229	5.3%
22	157	3.6%
Other values (5)	473	11.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	629	14.6%
12	566	13.2%
13	611	14.2%
14	597	13.9%
15	304	7.1%
16	232	5.4%
17	250	5.8%
18	254	5.9%
19	229	5.3%
20	147	3.4%

Value	Count	Frequency (%)
25	52	1.2%
24	53	1.2%
23	86	2.0%
22	157	3.6%
21	135	3.1%
20	147	3.4%
19	229	5.3%
18	254	5.9%
17	250	5.8%
16	232	5.4%

PerformanceRating
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

3.0	3672
4.0	630

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	4.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	3672	85.4%
4.0	630	14.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	3672	85.4%
4.0	630	14.6%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	3672	28.5%
4	630	4.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
3	3672	42.7%
4	630	7.3%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	3672	28.5%
4	630	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	3672	28.5%
4	630	4.9%

RelationshipSatisfaction
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

3.0	1331
4.0	1290
2.0	892
1.0	789

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	4.0
3rd row	3.0
4th row	4.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	1331	30.9%
4.0	1290	30.0%
2.0	892	20.7%
1.0	789	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	1331	30.9%
4.0	1290	30.0%
2.0	892	20.7%
1.0	789	18.3%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1331	10.3%
4	1290	10.0%
2	892	6.9%
1	789	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
3	1331	15.5%
4	1290	15.0%
2	892	10.4%
1	789	9.2%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1331	10.3%
4	1290	10.0%
2	892	6.9%
1	789	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	1331	10.3%
4	1290	10.0%
2	892	6.9%
1	789	6.1%

StandardHours
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

80.0	4302

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	17208
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	80.0
2nd row	80.0
3rd row	80.0
4th row	80.0
5th row	80.0

Common Values

Value	Count	Frequency (%)
80.0	4302	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
80.0	4302	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	8604	50.0%
8	4302	25.0%
.	4302	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12906	75.0%
Other Punctuation	4302	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8604	66.7%
8	4302	33.3%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	17208	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	8604	50.0%
8	4302	25.0%
.	4302	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8604	50.0%
8	4302	25.0%
.	4302	25.0%

StockOptionLevel
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

0.0	1861
1.0	1736
2.0	462
3.0	243

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	1861	43.3%
1.0	1736	40.4%
2.0	462	10.7%
3.0	243	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1861	43.3%
1.0	1736	40.4%
2.0	462	10.7%
3.0	243	5.6%

Most occurring characters

Value	Count	Frequency (%)
0	6163	47.8%
.	4302	33.3%
1	1736	13.5%
2	462	3.6%
3	243	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6163	71.6%
1	1736	20.2%
2	462	5.4%
3	243	2.8%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6163	47.8%
.	4302	33.3%
1	1736	13.5%
2	462	3.6%
3	243	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6163	47.8%
.	4302	33.3%
1	1736	13.5%
2	462	3.6%
3	243	1.9%

TotalWorkingYears
Real number (ℝ)

Distinct	172
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	354.00465

Minimum	0
Maximum	9939
Zeros	29
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	17
95-th percentile	2450
Maximum	9939
Range	9939
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	1508.0169
Coefficient of variation (CV)	4.2598787
Kurtosis	21.786282
Mean	354.00465
Median Absolute Deviation (MAD)	5
Skewness	4.6986694
Sum	1522928
Variance	2274114.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	554	12.9%
6	355	8.3%
8	281	6.5%
9	272	6.3%
5	253	5.9%
1	236	5.5%
7	202	4.7%
4	166	3.9%
12	128	3.0%
3	115	2.7%
Other values (162)	1740	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	0.7%
1	236	5.5%
2	95	2.2%
3	115	2.7%
4	166	3.9%
5	253	5.9%
6	355	8.3%
7	202	4.7%
8	281	6.5%
9	272	6.3%

Value	Count	Frequency (%)
9939	1	< 0.1%
9905	3	0.1%
9815	3	0.1%
9794	2	< 0.1%
9781	3	0.1%
9714	2	< 0.1%
9670	2	< 0.1%
9626	3	0.1%
9606	3	0.1%
9536	1	< 0.1%

TrainingTimesLastYear
Real number (ℝ)

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8033473

Minimum	0
Maximum	6
Zeros	161
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3025855
Coefficient of variation (CV)	0.46465365
Kurtosis	0.45737164
Mean	2.8033473
Median Absolute Deviation (MAD)	1
Skewness	0.55760527
Sum	12060
Variance	1.6967291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	1597	37.1%
3	1429	33.2%
5	353	8.2%
4	349	8.1%
1	212	4.9%
6	201	4.7%
0	161	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	161	3.7%
1	212	4.9%
2	1597	37.1%
3	1429	33.2%
4	349	8.1%
5	353	8.2%
6	201	4.7%

Value	Count	Frequency (%)
6	201	4.7%
5	353	8.2%
4	349	8.1%
3	1429	33.2%
2	1597	37.1%
1	212	4.9%
0	161	3.7%

WorkLifeBalance
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.2 KiB

3.0	2631
2.0	976
4.0	453
1.0	242

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	12906
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	4.0
3rd row	2.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	2631	61.2%
2.0	976	22.7%
4.0	453	10.5%
1.0	242	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	2631	61.2%
2.0	976	22.7%
4.0	453	10.5%
1.0	242	5.6%

Most occurring characters

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	2631	20.4%
2	976	7.6%
4	453	3.5%
1	242	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8604	66.7%
Other Punctuation	4302	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4302	50.0%
3	2631	30.6%
2	976	11.3%
4	453	5.3%
1	242	2.8%

Other Punctuation

Value	Count	Frequency (%)
.	4302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12906	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	2631	20.4%
2	976	7.6%
4	453	3.5%
1	242	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12906	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4302	33.3%
0	4302	33.3%
3	2631	20.4%
2	976	7.6%
4	453	3.5%
1	242	1.9%

YearsAtCompany
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	166
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	312.85472

Minimum	0
Maximum	9984
Zeros	126
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	10
95-th percentile	2203
Maximum	9984
Range	9984
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	1373.9995
Coefficient of variation (CV)	4.3918133
Kurtosis	25.074835
Mean	312.85472
Median Absolute Deviation (MAD)	3
Skewness	4.967669
Sum	1345901
Variance	1887874.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	549	12.8%
1	484	11.3%
3	351	8.2%
2	342	7.9%
10	326	7.6%
4	307	7.1%
7	239	5.6%
8	217	5.0%
9	216	5.0%
6	209	4.9%
Other values (156)	1062	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126	2.9%
1	484	11.3%
2	342	7.9%
3	351	8.2%
4	307	7.1%
5	549	12.8%
6	209	4.9%
7	239	5.6%
8	217	5.0%
9	216	5.0%

Value	Count	Frequency (%)
9984	1	< 0.1%
9767	3	0.1%
9681	2	< 0.1%
9676	1	< 0.1%
9577	3	0.1%
9508	2	< 0.1%
9505	2	< 0.1%
9481	1	< 0.1%
9445	3	0.1%
9352	2	< 0.1%

YearsInCurrentRole
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	164
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	367.10948

Minimum	0
Maximum	9937
Zeros	646
Zeros (%)	15.0%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	3364
Maximum	9937
Range	9937
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	1480.107
Coefficient of variation (CV)	4.0317864
Kurtosis	19.583032
Mean	367.10948
Median Absolute Deviation (MAD)	3
Skewness	4.4321223
Sum	1579305
Variance	2190716.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1033	24.0%
0	646	15.0%
7	578	13.4%
3	377	8.8%
4	291	6.8%
8	259	6.0%
9	193	4.5%
1	164	3.8%
6	100	2.3%
5	82	1.9%
Other values (154)	579	13.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	646	15.0%
1	164	3.8%
2	1033	24.0%
3	377	8.8%
4	291	6.8%
5	82	1.9%
6	100	2.3%
7	578	13.4%
8	259	6.0%
9	193	4.5%

Value	Count	Frequency (%)
9937	1	< 0.1%
9822	1	< 0.1%
9596	3	0.1%
9551	5	0.1%
9459	3	0.1%
9454	2	< 0.1%
9420	3	0.1%
9395	1	< 0.1%
9217	1	< 0.1%
9193	2	< 0.1%

YearsSinceLastPromotion
Real number (ℝ)

Distinct	153
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	399.00093

Minimum	0
Maximum	9990
Zeros	1580
Zeros (%)	36.7%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	3977.1
Maximum	9990
Range	9990
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1597.9397
Coefficient of variation (CV)	4.004852
Kurtosis	17.320639
Mean	399.00093
Median Absolute Deviation (MAD)	1
Skewness	4.2330032
Sum	1716502
Variance	2553411.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1580	36.7%
1	979	22.8%
2	445	10.3%
7	196	4.6%
4	167	3.9%
3	150	3.5%
5	125	2.9%
6	87	2.0%
11	63	1.5%
9	44	1.0%
Other values (143)	466	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1580	36.7%
1	979	22.8%
2	445	10.3%
3	150	3.5%
4	167	3.9%
5	125	2.9%
6	87	2.0%
7	196	4.6%
8	38	0.9%
9	44	1.0%

Value	Count	Frequency (%)
9990	1	< 0.1%
9952	3	0.1%
9885	3	0.1%
9624	1	< 0.1%
9595	3	0.1%
9572	1	< 0.1%
9509	2	< 0.1%
9420	3	0.1%
9389	2	< 0.1%
9373	1	< 0.1%

YearsWithCurrManager
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	157
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	334.76755

Minimum	0
Maximum	9882
Zeros	716
Zeros (%)	16.6%
Negative	0
Negative (%)	0.0%
Memory size	67.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	2479
Maximum	9882
Range	9882
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	1431.9919
Coefficient of variation (CV)	4.2775708
Kurtosis	22.290503
Mean	334.76755
Median Absolute Deviation (MAD)	3
Skewness	4.7163004
Sum	1440170
Variance	2050600.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	955	22.2%
0	716	16.6%
7	567	13.2%
3	401	9.3%
8	284	6.6%
4	277	6.4%
1	206	4.8%
9	182	4.2%
5	84	2.0%
6	81	1.9%
Other values (147)	549	12.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	716	16.6%
1	206	4.8%
2	955	22.2%
3	401	9.3%
4	277	6.4%
5	84	2.0%
6	81	1.9%
7	567	13.2%
8	284	6.6%
9	182	4.2%

Value	Count	Frequency (%)
9882	2	< 0.1%
9772	2	< 0.1%
9734	2	< 0.1%
9717	1	< 0.1%
9709	1	< 0.1%
9582	3	0.1%
9414	2	< 0.1%
9404	3	0.1%
9382	1	< 0.1%
9333	2	< 0.1%

Attrition
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	37.8 KiB

True	2222
False	2080

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	2222	51.7%
False	2080	48.3%

Auto

Heatmap
Table

	EmployeeNumber	Age	DailyRate	DistanceFromHome	HourlyRate	MonthlyIncome	MonthlyRate	NumCompaniesWorked	PercentSalaryHike	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	BusinessTravel	Department	Education	EducationField	EnvironmentSatisfaction	Gender	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	OverTime	PerformanceRating	RelationshipSatisfaction	StockOptionLevel	WorkLifeBalance	Attrition
EmployeeNumber	1.000	0.068	0.009	0.087	0.023	-0.016	0.006	0.007	0.013	0.031	0.015	0.042	0.053	0.057	0.048	0.010	0.029	0.000	0.018	0.040	0.000	0.019	0.035	0.028	0.045	0.032	0.000	0.027	0.033	0.026	0.015	0.473
Age	0.068	1.000	0.022	-0.029	0.022	0.425	-0.001	0.317	0.028	0.491	-0.004	0.183	0.148	0.105	0.127	0.069	0.062	0.061	0.058	0.054	0.041	0.027	0.066	0.063	0.066	0.081	0.088	0.064	0.058	0.062	0.051	0.088
DailyRate	0.009	0.022	1.000	-0.019	0.042	0.028	-0.035	0.043	0.030	0.025	-0.010	0.004	0.007	0.009	-0.002	0.084	0.062	0.073	0.074	0.055	0.074	0.068	0.064	0.062	0.060	0.110	0.030	0.055	0.068	0.079	0.062	0.034
DistanceFromHome	0.087	-0.029	-0.019	1.000	-0.016	-0.022	0.026	-0.021	-0.009	-0.018	-0.036	-0.001	-0.010	-0.016	0.008	0.067	0.088	0.053	0.067	0.049	0.061	0.067	0.045	0.064	0.055	0.003	0.052	0.069	0.063	0.056	0.042	0.073
HourlyRate	0.023	0.022	0.042	-0.016	1.000	-0.031	-0.016	-0.005	-0.008	-0.009	0.012	-0.047	-0.050	-0.062	-0.028	0.058	0.073	0.071	0.074	0.072	0.041	0.069	0.046	0.079	0.068	0.060	0.097	0.070	0.064	0.086	0.059	0.000
MonthlyIncome	-0.016	0.425	0.028	-0.022	-0.031	1.000	0.061	0.189	-0.035	0.629	-0.050	0.429	0.332	0.226	0.329	0.082	0.195	0.111	0.106	0.052	0.083	0.080	0.866	0.424	0.055	0.099	0.079	0.057	0.082	0.089	0.039	0.000
MonthlyRate	0.006	-0.001	-0.035	0.026	-0.016	0.061	1.000	0.024	-0.008	0.017	-0.034	-0.013	-0.013	-0.027	-0.030	0.031	0.030	0.076	0.061	0.067	0.068	0.063	0.069	0.044	0.087	0.049	0.052	0.065	0.095	0.051	0.082	0.000
NumCompaniesWorked	0.007	0.317	0.043	-0.021	-0.005	0.189	0.024	1.000	0.003	0.281	-0.043	-0.131	-0.120	-0.044	-0.124	0.053	0.081	0.126	0.099	0.070	0.025	0.054	0.125	0.102	0.061	0.077	0.029	0.067	0.075	0.061	0.082	0.032
PercentSalaryHike	0.013	0.028	0.030	-0.009	-0.008	-0.035	-0.008	0.003	1.000	-0.027	-0.005	-0.055	-0.019	-0.065	-0.004	0.068	0.062	0.073	0.049	0.048	0.083	0.075	0.057	0.066	0.048	0.051	0.024	0.999	0.071	0.054	0.042	0.000
TotalWorkingYears	0.031	0.491	0.025	-0.018	-0.009	0.629	0.017	0.281	-0.027	1.000	-0.008	0.465	0.365	0.222	0.373	0.026	0.021	0.056	0.047	0.052	0.000	0.061	0.045	0.043	0.065	0.060	0.000	0.040	0.033	0.061	0.065	0.064
TrainingTimesLastYear	0.015	-0.004	-0.010	-0.036	0.012	-0.050	-0.034	-0.043	-0.005	-0.008	1.000	-0.012	-0.018	-0.004	-0.009	0.041	0.067	0.058	0.069	0.052	0.022	0.059	0.053	0.060	0.063	0.045	0.105	0.029	0.024	0.055	0.000	0.000
YearsAtCompany	0.042	0.183	0.004	-0.001	-0.047	0.429	-0.013	-0.131	-0.055	0.465	-0.012	1.000	0.608	0.395	0.650	0.063	0.066	0.057	0.057	0.051	0.000	0.028	0.058	0.057	0.023	0.027	0.051	0.009	0.042	0.057	0.073	0.073
YearsInCurrentRole	0.053	0.148	0.007	-0.010	-0.050	0.332	-0.013	-0.120	-0.019	0.365	-0.018	0.608	1.000	0.332	0.513	0.038	0.073	0.049	0.036	0.048	0.040	0.072	0.055	0.059	0.064	0.068	0.049	0.080	0.046	0.056	0.047	0.093
YearsSinceLastPromotion	0.057	0.105	0.009	-0.016	-0.062	0.226	-0.027	-0.044	-0.065	0.222	-0.004	0.395	0.332	1.000	0.330	0.043	0.054	0.052	0.051	0.052	0.041	0.090	0.030	0.055	0.071	0.037	0.051	0.038	0.074	0.047	0.071	0.084
YearsWithCurrManager	0.048	0.127	-0.002	0.008	-0.028	0.329	-0.030	-0.124	-0.004	0.373	-0.009	0.650	0.513	0.330	1.000	0.084	0.038	0.050	0.041	0.061	0.048	0.063	0.041	0.029	0.028	0.020	0.047	0.097	0.044	0.049	0.049	0.104
BusinessTravel	0.010	0.069	0.084	0.067	0.058	0.082	0.031	0.053	0.068	0.026	0.041	0.063	0.038	0.043	0.084	1.000	0.000	0.046	0.020	0.037	0.024	0.039	0.042	0.063	0.042	0.045	0.036	0.019	0.022	0.014	0.022	0.000
Department	0.029	0.062	0.062	0.088	0.073	0.195	0.030	0.081	0.062	0.021	0.067	0.066	0.073	0.054	0.038	0.000	1.000	0.000	0.596	0.044	0.023	0.044	0.214	0.939	0.043	0.038	0.000	0.010	0.048	0.038	0.050	0.012
Education	0.000	0.061	0.073	0.053	0.071	0.111	0.076	0.126	0.073	0.056	0.058	0.057	0.049	0.052	0.050	0.046	0.000	1.000	0.070	0.055	0.041	0.050	0.096	0.083	0.051	0.042	0.047	0.047	0.046	0.056	0.018	0.009
EducationField	0.018	0.058	0.074	0.067	0.074	0.106	0.061	0.099	0.049	0.047	0.069	0.057	0.036	0.051	0.041	0.020	0.596	0.070	1.000	0.057	0.021	0.053	0.111	0.340	0.062	0.042	0.028	0.019	0.065	0.060	0.061	0.000
EnvironmentSatisfaction	0.040	0.054	0.055	0.049	0.072	0.052	0.067	0.070	0.048	0.052	0.052	0.051	0.048	0.052	0.061	0.037	0.044	0.055	0.057	1.000	0.021	0.047	0.041	0.057	0.019	0.045	0.062	0.023	0.000	0.029	0.033	0.000
Gender	0.000	0.041	0.074	0.061	0.041	0.083	0.068	0.025	0.083	0.000	0.022	0.000	0.040	0.041	0.048	0.024	0.023	0.041	0.021	0.021	1.000	0.005	0.058	0.096	0.019	0.043	0.028	0.003	0.040	0.000	0.004	0.000
JobInvolvement	0.019	0.027	0.068	0.067	0.069	0.080	0.063	0.054	0.075	0.061	0.059	0.028	0.072	0.090	0.063	0.039	0.044	0.050	0.053	0.047	0.005	1.000	0.053	0.042	0.035	0.041	0.000	0.009	0.027	0.031	0.029	0.044
JobLevel	0.035	0.066	0.064	0.045	0.046	0.866	0.069	0.125	0.057	0.045	0.053	0.058	0.055	0.030	0.041	0.042	0.214	0.096	0.111	0.041	0.058	0.053	1.000	0.569	0.030	0.063	0.021	0.024	0.046	0.085	0.029	0.043
JobRole	0.028	0.063	0.062	0.064	0.079	0.424	0.044	0.102	0.066	0.043	0.060	0.057	0.059	0.055	0.029	0.063	0.939	0.083	0.340	0.057	0.096	0.042	0.569	1.000	0.041	0.086	0.043	0.054	0.071	0.072	0.061	0.033
JobSatisfaction	0.045	0.066	0.060	0.055	0.068	0.055	0.087	0.061	0.048	0.065	0.063	0.023	0.064	0.071	0.028	0.042	0.043	0.051	0.062	0.019	0.019	0.035	0.030	0.041	1.000	0.018	0.050	0.048	0.009	0.020	0.032	0.025
MaritalStatus	0.032	0.081	0.110	0.003	0.060	0.099	0.049	0.077	0.051	0.060	0.045	0.027	0.068	0.037	0.020	0.045	0.038	0.042	0.042	0.045	0.043	0.041	0.063	0.086	0.018	1.000	0.017	0.000	0.053	0.579	0.027	0.024
OverTime	0.000	0.088	0.030	0.052	0.097	0.079	0.052	0.029	0.024	0.000	0.105	0.051	0.049	0.051	0.047	0.036	0.000	0.047	0.028	0.062	0.028	0.000	0.021	0.043	0.050	0.017	1.000	0.000	0.053	0.049	0.027	0.071
PerformanceRating	0.027	0.064	0.055	0.069	0.070	0.057	0.065	0.067	0.999	0.040	0.029	0.009	0.080	0.038	0.097	0.019	0.010	0.047	0.019	0.023	0.003	0.009	0.024	0.054	0.048	0.000	0.000	1.000	0.000	0.033	0.021	0.000
RelationshipSatisfaction	0.033	0.058	0.068	0.063	0.064	0.082	0.095	0.075	0.071	0.033	0.024	0.042	0.046	0.074	0.044	0.022	0.048	0.046	0.065	0.000	0.040	0.027	0.046	0.071	0.009	0.053	0.053	0.000	1.000	0.049	0.033	0.000
StockOptionLevel	0.026	0.062	0.079	0.056	0.086	0.089	0.051	0.061	0.054	0.061	0.055	0.057	0.056	0.047	0.049	0.014	0.038	0.056	0.060	0.029	0.000	0.031	0.085	0.072	0.020	0.579	0.049	0.033	0.049	1.000	0.044	0.033
WorkLifeBalance	0.015	0.051	0.062	0.042	0.059	0.039	0.082	0.082	0.042	0.065	0.000	0.073	0.047	0.071	0.049	0.022	0.050	0.018	0.061	0.033	0.004	0.029	0.029	0.061	0.032	0.027	0.027	0.021	0.033	0.044	1.000	0.029
Attrition	0.473	0.088	0.034	0.073	0.000	0.000	0.000	0.032	0.000	0.064	0.000	0.073	0.093	0.084	0.104	0.000	0.012	0.009	0.000	0.000	0.000	0.044	0.043	0.033	0.025	0.024	0.071	0.000	0.000	0.033	0.029	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	EmployeeNumber	Age	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	Attrition
0	104	30.0	Travel_Rarely	852.0	Research & Development	1.0	1.0	Life Sciences	1.0	4.0	Male	55.0	2.0	2.0	Laboratory Technician	4.0	Married	5126.0	15998.0	1.0	Y	Yes	12.0	3.0	3.0	80.0	2.0	10.0	1.0	2.0	10.0	8.0	3.0	0.0	No
1	1638	38.0	Travel_Rarely	397.0	Research & Development	2.0	2.0	Medical	1.0	4.0	Female	54.0	2.0	3.0	Manufacturing Director	3.0	Married	7756.0	14199.0	3.0	Y	Yes	19.0	3.0	4.0	80.0	1.0	10.0	6.0	4.0	5.0	4.0	0.0	2.0	No
2	164	26.0	Travel_Rarely	841.0	Research & Development	6.0	3.0	Other	1.0	3.0	Female	46.0	2.0	1.0	Research Scientist	2.0	Married	2368.0	23300.0	1.0	Y	No	19.0	3.0	3.0	80.0	0.0	5.0	3.0	2.0	5.0	4.0	4.0	3.0	No
3	395	28.0	Travel_Rarely	1117.0	Research & Development	8.0	2.0	Life Sciences	1.0	4.0	Female	66.0	3.0	1.0	Research Scientist	4.0	Single	3310.0	4488.0	1.0	Y	No	21.0	4.0	4.0	80.0	0.0	5.0	3.0	3.0	5.0	3.0	0.0	2.0	No
4	53	35.0	Travel_Rarely	464.0	Research & Development	4.0	2.0	Other	1.0	3.0	Male	75.0	3.0	1.0	Laboratory Technician	4.0	Divorced	1951.0	10910.0	1.0	Y	No	12.0	3.0	3.0	80.0	1.0	1.0	3.0	3.0	1.0	0.0	0.0	0.0	No
5	1467	34.0	Travel_Rarely	1107.0	Human Resources	9.0	4.0	Technical Degree	1.0	1.0	Female	52.0	3.0	1.0	Human Resources	3.0	Married	2742.0	3072.0	1.0	Y	No	15.0	3.0	4.0	80.0	0.0	2.0	0.0	3.0	2.0	2.0	2.0	2.0	Yes
6	727	32.0	Travel_Rarely	1018.0	Research & Development	3.0	2.0	Life Sciences	1.0	3.0	Female	39.0	3.0	3.0	Research Director	4.0	Single	11159.0	19373.0	3.0	Y	No	15.0	3.0	4.0	80.0	0.0	10.0	6.0	3.0	7.0	7.0	7.0	7.0	No
7	351	42.0	Travel_Rarely	269.0	Research & Development	2.0	3.0	Medical	1.0	4.0	Female	56.0	2.0	1.0	Laboratory Technician	1.0	Divorced	2593.0	8007.0	0.0	Y	Yes	11.0	3.0	3.0	80.0	1.0	10.0	4.0	3.0	9.0	6.0	7.0	8.0	No
8	555	34.0	Travel_Frequently	296.0	Sales	6.0	2.0	Marketing	1.0	4.0	Female	33.0	1.0	1.0	Sales Representative	3.0	Divorced	2351.0	12253.0	0.0	Y	No	16.0	3.0	4.0	80.0	1.0	3.0	3.0	2.0	2.0	2.0	1.0	0.0	Yes
9	253	40.0	Travel_Rarely	989.0	Research & Development	4.0	1.0	Medical	1.0	4.0	Female	46.0	3.0	5.0	Manager	3.0	Married	19033.0	6499.0	1.0	Y	No	14.0	3.0	2.0	80.0	1.0	21.0	2.0	3.0	20.0	8.0	9.0	9.0	No

	EmployeeNumber	Age	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	Attrition
4439	7970	41.0	Travel_Rarely	582.0	Research & Development	28.0	4.0	Life Sciences	1.0	1.0	Female	60.0	2.0	4.0	Manufacturing Director	2.0	Married	13570.0	5640.0	0.0	Y	No	23.0	4.0	3.0	80.0	1.0	21.0	3.0	3.0	20.0	3797.0	0.0	10.0	Yes
4440	7971	42.0	Travel_Rarely	1396.0	Research & Development	6.0	3.0	Medical	1.0	3.0	Male	83.0	3.0	3.0	Research Director	1.0	Married	13348.0	14842.0	9.0	Y	No	13.0	3.0	2.0	80.0	1.0	1220.0	3.0	4.0	13.0	7.0	5.0	7.0	Yes
4441	7972	42.0	Travel_Rarely	1396.0	Research & Development	6.0	3.0	Medical	1.0	3.0	Male	83.0	3.0	3.0	Research Director	1.0	Married	13348.0	14842.0	9.0	Y	No	13.0	3.0	2.0	80.0	1.0	1220.0	3.0	4.0	13.0	7.0	5.0	7.0	Yes
4442	7973	42.0	Travel_Rarely	1396.0	Research & Development	6.0	3.0	Medical	1.0	3.0	Male	83.0	3.0	3.0	Research Director	1.0	Married	13348.0	14842.0	9.0	Y	No	13.0	3.0	2.0	80.0	1.0	1220.0	3.0	4.0	13.0	7.0	5.0	7.0	No
4443	7974	8823.0	Travel_Rarely	621.0	Research & Development	15.0	3.0	Medical	1.0	1.0	Female	73.0	3.0	3.0	Healthcare Representative	4.0	Married	7978.0	14075.0	1.0	Y	No	11.0	3.0	4.0	80.0	1.0	10.0	2.0	3.0	10.0	7.0	0.0	5.0	Yes
4444	7975	8823.0	Travel_Rarely	621.0	Research & Development	15.0	3.0	Medical	1.0	1.0	Female	73.0	3.0	3.0	Healthcare Representative	4.0	Married	7978.0	14075.0	1.0	Y	No	11.0	3.0	4.0	80.0	1.0	10.0	2.0	3.0	10.0	7.0	0.0	5.0	Yes
4445	7976	8823.0	Travel_Rarely	621.0	Research & Development	15.0	3.0	Medical	1.0	1.0	Female	73.0	3.0	3.0	Healthcare Representative	4.0	Married	7978.0	14075.0	1.0	Y	No	11.0	3.0	4.0	80.0	1.0	10.0	2.0	3.0	10.0	7.0	0.0	5.0	Yes
4446	7977	44.0	Non-Travel	381.0	Research & Development	918785.0	3.0	Medical	1.0	1.0	Male	49.0	1.0	1.0	Laboratory Technician	3.0	Single	3708.0	2104.0	2.0	Y	No	14.0	3.0	3.0	80.0	0.0	9.0	5.0	3.0	5.0	2.0	1.0	4.0	Yes
4447	7978	44.0	Non-Travel	381.0	Research & Development	918785.0	3.0	Medical	1.0	1.0	Male	49.0	1.0	1.0	Laboratory Technician	3.0	Single	3708.0	2104.0	2.0	Y	No	14.0	3.0	3.0	80.0	0.0	9.0	5.0	3.0	5.0	2.0	1.0	4.0	Yes
4448	7979	44.0	Non-Travel	381.0	Research & Development	918785.0	3.0	Medical	1.0	1.0	Male	49.0	1.0	1.0	Laboratory Technician	3.0	Single	3708.0	2104.0	2.0	Y	No	14.0	3.0	3.0	80.0	0.0	9.0	5.0	3.0	5.0	2.0	1.0	4.0	Yes

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII